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Tables of Contents for Principles of Data Mining and Knowledge Discovery
Chapter/Section Title
Page #
Page Count
Regular Papers
Self Similar Layered Hidden Markov Models
Jafar Adibi and Wei-Min Shen
1
15
Automatic Text Summarization Using Unsupervised and Semi-supervised Learning
Massih-Reza Amini and Patrick Gallinari
16
13
Detecting Temporal Changes in Event Sequences: An Application to Demographic Data
Hendrik Blockeel Johannes Furnkranz Alexia Prskawetz and Francesco C. Billari
29
13
Knowledge Discovery in Multi-label Phenotype Data
Amanda Clare and Ross D. King
42
12
Computing Association Rules Using Partial Totals
Frans Coenen Graham Goulbourne and Paul Leng
54
13
Gaphyl: A Genetic Algorithms Approach to Cladistics
Clare Bates Congdon
67
12
Parametric Approximation Algorithms for High-Dimensional Euclidean Similarity
Omer Egecioglu
79
12
Data Structures for Minimization of Total Within-Group Distance for Spatio-Temporal Clustering
Vladimir Estivill-Castro and Michael E. Houle
91
12
Non-crisp Clustering by Fast, Convergent, and Robust Algorithms
Vladimir Estivill-Castro and Jianhua Yang
103
12
Pattern Extraction for Time Series Classification
Pierre Geurts
115
13
Specifying Mining Algorithms with Iterative User-Defined Aggregates: A Case Study
Fosca Giannotti Giuseppe Manco and Franco Turini
128
12
Interesting Fuzzy Association Rules in Quantitative Databases
Jeannette M. de Graaf Walter A. Kosters and Jeroen J.W. Witteman
140
12
Interestingness Measures for Fuzzy Association Rules
Attila Gyenesei and Jukka Teuhola
152
13
A Data Set Oriented Approach for Clustering Algorithm Selection
Maria Halkidi and Michalis Vazirgiannis
165
15
Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection
Melanie Hilario and Alexandros Kalousis
180
12
Discovery of Temporal Patterns. Learning Rules about the Qualitative Behaviour of Time Series
Frank Hoppner
192
12
Temporal Rule Discovery for Time-Series Satellite Images and Integration with RDB
Rie Honda and Osamu Konishi
204
12
Using Grammatical Inference to Automate Information Extraction from the Web
Theodore W. Hong and Keith L. Clark
216
12
Biological Sequence Data Mining
Yuh-Jyh Hu
228
13
Implication-Based Fuzzy Association Rules
Eyke Hullermeier
241
12
A General Measure of Rule Interestingness
Szymon Jaroszewicz and Dan A. Simovici
253
13
Error Correcting Codes with Optimized Kullback-Leibler Distances for Text Categorization
Jorg Kindermann Gerhard Paass and Edda Leopold
266
11
Propositionalisation and Aggregates
Arno J. Knobbe Marc de Haas and Arno Siebes
277
12
Algorithms for the Construction of Concept Lattices and Their Diagram Graphs
Sergei Kuznetsov and Sergei Obiedkov
289
12
Data Reduction Using Multiple Models Integration
Aleksandar O. Lazarevic and Zoran A. Obradovic
301
13
Discovering Fuzzy Classification Rules with Genetic Programming and Co-evolution
Roberto R.F. Mendes Fabricio de B. Voznika Alex A. Freitas and Julio C. Nievola
314
12
Sentence Filtering for Information Extraction in Genomics, a Classification Problem
Claire Nedellec Mohamed Ould Abdel Vetah and Philippe Bessieres
326
12
Text Categorization and Semantic Browsing with Self-Organizing Maps on Non-euclidean Spaces
Jorg Ontrup and Helge Ritter
338
12
A Study on the Hierarchical Data Clustering Algorithm Based on Gravity Theory
Yen-Jen Oyang Chien-Yu Chen and Tsui-Wei Yang
350
12
Internet Document Filtering Using Fourier Domain Scoring
Laurence A.F. Park Marimuthu Palaniswami and Ramamohanarao Kotagiri
362
12
Distinguishing Natural Language Processes on the Basis of fMRI-Measured Brain Activation
Francisco Pereira Marcel Just and Tom Mitchell
374
12
Automatic Construction and Refinement of a Class Hierarchy over Multi-valued Data
Nathalie Pernelle Marie-Christine Rousset and Veronique Ventos
386
13
Comparison of Three Objective Functions for Conceptual Clustering
Celine Robardet and Fabien Feschet
399
12
Indentification of ECG Arrhythmias Using Phase Space Reconstruction
Felice M. Roberts Richard J. Povinelli and Kristina M. Ropella
411
13
Finding Association Rules That Trade Support Optimally against Confidence
Tobias Scheffer
424
12
Bloomy Decision Tree for Multi-objective Classification
Einoshin Suzuki Masafumi Gotoh and Yuta Choki
436
12
Discovery of Temporal Knowledge in Medical Time-Series Databases Using Moving Average, Multiscale Matching, and Rule Induction
Shusaku Tsumoto
448
12
Mining Positive and Negative Knowledge in Clinical Databases Based on Rough Set Model
Shusaku Tsumoto
460
12
The TwoKey Plot for Multiple Association Rules Control
Antony Unwin Heike Hofmann and Klaus Bernt
472
12
Lightweight Collaborative Filtering Method for Binary-Encoded Data
Sholom M. Weiss and Nitin Indurkhya
484
8
Invited Papers
Support Vectors for Reinforcement Learning
Thomas G. Dietterich and Xin Wang
492
1
Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining
Heikki Mannila
493
1
Statistification or Mystification? The Need for Statistical Thought in Visual Data Mining
Antony Unwin
494
1
The Musical Expression Project: A Challenge for Machine Learning and Knowledge Discovery
Gerhard Widmer
495
12
Scalability, Search, and Sampling: From Smart Algorithms to Active Discovery
Stefan Wrobel
507
2
Author Index
509
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